// // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. // SPDX-License-Identifier: MIT // #include "ParserFlatbuffersFixture.hpp" TEST_SUITE("TensorflowLiteParser_Split") { struct SplitFixture : public ParserFlatbuffersFixture { explicit SplitFixture(const std::string& inputShape, const std::string& axisShape, const std::string& numSplits, const std::string& outputShape1, const std::string& outputShape2, const std::string& axisData, const std::string& dataType) { m_JsonString = R"( { "version": 3, "operator_codes": [ { "builtin_code": "SPLIT" } ], "subgraphs": [ { "tensors": [ { "shape": )" + inputShape + R"(, "type": )" + dataType + R"(, "buffer": 0, "name": "inputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + axisShape + R"(, "type": "INT32", "buffer": 1, "name": "axis", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + outputShape1 + R"( , "type":)" + dataType + R"(, "buffer": 2, "name": "outputTensor1", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + outputShape2 + R"( , "type":)" + dataType + R"(, "buffer": 3, "name": "outputTensor2", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } } ], "inputs": [ 0 ], "outputs": [ 2, 3 ], "operators": [ { "opcode_index": 0, "inputs": [ 1, 0 ], "outputs": [ 2, 3 ], "builtin_options_type": "SplitOptions", "builtin_options": { "num_splits": )" + numSplits + R"( }, "custom_options_format": "FLEXBUFFERS" } ], } ], "buffers" : [ {}, {"data": )" + axisData + R"( }, {}, {} ] } )"; Setup(); } }; struct SimpleSplitFixtureFloat32 : SplitFixture { SimpleSplitFixtureFloat32() : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplitFixtureFloat32, "ParseAxisOneSplitTwoFloat32") { RunTest<4, armnn::DataType::Float32>( 0, { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 9.0f, 10.0f, 11.0f, 12.0f } }, {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }); } struct SimpleSplitAxisThreeFixtureFloat32 : SplitFixture { SimpleSplitAxisThreeFixtureFloat32() : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureFloat32, "ParseAxisThreeSplitTwoFloat32") { RunTest<4, armnn::DataType::Float32>( 0, { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }, { {"outputTensor1", { 1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f } }, {"outputTensor2", { 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f } } } ); } struct SimpleSplit2DFixtureFloat32 : SplitFixture { SimpleSplit2DFixtureFloat32() : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplit2DFixtureFloat32, "SimpleSplit2DFloat32") { RunTest<2, armnn::DataType::Float32>( 0, { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f } }, {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f } } } ); } struct SimpleSplit3DFixtureFloat32 : SplitFixture { SimpleSplit3DFixtureFloat32() : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplit3DFixtureFloat32, "SimpleSplit3DFloat32") { RunTest<3, armnn::DataType::Float32>( 0, { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } }, {"outputTensor2", { 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } } ); } struct SimpleSplitFixtureUint8 : SplitFixture { SimpleSplitFixtureUint8() : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8") {} }; TEST_CASE_FIXTURE(SimpleSplitFixtureUint8, "ParseAxisOneSplitTwoUint8") { RunTest<4, armnn::DataType::QAsymmU8>( 0, { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 } } }, { {"outputTensor1", { 1, 2, 3, 4, 9, 10, 11, 12 } }, {"outputTensor2", { 5, 6, 7, 8, 13, 14, 15, 16 } } }); } struct SimpleSplitAxisThreeFixtureUint8 : SplitFixture { SimpleSplitAxisThreeFixtureUint8() : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "UINT8") {} }; TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureUint8, "ParseAxisThreeSplitTwoUint8") { RunTest<4, armnn::DataType::QAsymmU8>( 0, { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 } } }, { {"outputTensor1", { 1, 3, 5, 7, 9, 11, 13, 15 } }, {"outputTensor2", { 2, 4, 6, 8, 10, 12, 14, 16 } } } ); } struct SimpleSplit2DFixtureUint8 : SplitFixture { SimpleSplit2DFixtureUint8() : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "UINT8") {} }; TEST_CASE_FIXTURE(SimpleSplit2DFixtureUint8, "SimpleSplit2DUint8") { RunTest<2, armnn::DataType::QAsymmU8>( 0, { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8 } } }, { {"outputTensor1", { 1, 2, 3, 4 } }, {"outputTensor2", { 5, 6, 7, 8 } } } ); } struct SimpleSplit3DFixtureUint8 : SplitFixture { SimpleSplit3DFixtureUint8() : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8") {} }; TEST_CASE_FIXTURE(SimpleSplit3DFixtureUint8, "SimpleSplit3DUint8") { RunTest<3, armnn::DataType::QAsymmU8>( 0, { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 } } }, { {"outputTensor1", { 1, 2, 3, 4, 5, 6, 7, 8 } }, {"outputTensor2", { 9, 10, 11, 12, 13, 14, 15, 16 } } } ); } }